So let’s say everyone agrees to ought-statement P. Everyone agrees that it’s true. That’s not moral realism. Moral realism is the notion that we answer to a higher power than ourselves.
A moral nihilist might happily agree that P is true, depending what it is, but might also suggest that morality is a path of growth and learning that each individual walks.